Face localization in color images with complex background
Paola Campadelli, Raffaella Lanzarotti and Giuseppe Lipori
In: CAMP05, 4-6 July, 2005, Terrasini - Palermo,Italy.
In this paper we describe a two step algorithm which localizes faces in 2D color images depicting a single face on a complex background. Given a simple image, the algorithm roughly determines the skin regions and then searches for eyes through them. A face is localized if at least one eye is present in a skin region. The system is based on a Support Vector Machine trained to separate sub-images representing eyes from others. The algorithm is robust to scale, illumination, pose variations and deals with partial occlusions. Results on several public databases are presented.
Keywords:Face localization, skin color model, Support Vector Machine (SVMs).
|EPrint Type:||Conference or Workshop Item (Oral)|
|Project Keyword:||Project Keyword UNSPECIFIED|
|Deposited By:||Stefano Arca|
|Deposited On:||30 December 2004|